{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Full-waveform inversion Marmousi2 example"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this notebook, we run the FWI script to retrieve the subsurface velocity model from seismograms recorded at the Earth surface. The FWI cost function is written as follows,\n",
    "\\begin{eqnarray}\n",
    "\\phi(\\mathbf{m}) = \\frac{1}{2}\\|\\mathbf{f}(\\mathbf{m}) - \\mathbf{d}_{obs} \\|_2^2,\n",
    "\\end{eqnarray}\n",
    "where $\\mathbf{f}$ is the non-linear modeling operator, $\\mathbf{m}$ is the unknown velocity model, and $\\mathbf{d}_{obs}$ represents the observed seismograms."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Import modules"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Importing necessary modules\n",
    "import os\n",
    "import genericIO\n",
    "import numpy as np\n",
    "from scipy.ndimage import gaussian_filter\n",
    "# Plotting library\n",
    "from matplotlib import pyplot as plt\n",
    "import matplotlib\n",
    "from mpl_toolkits.axes_grid1 import make_axes_locatable\n",
    "%matplotlib inline\n",
    "params = {\n",
    "    'image.cmap': 'gray',\n",
    "    'axes.grid': False,\n",
    "    'savefig.dpi': 300,  # to adjust notebook inline plot size\n",
    "    'axes.labelsize': 14, # fontsize for x and y labels (was 10)\n",
    "    'axes.titlesize': 14,\n",
    "    'font.size': 14, \n",
    "    'legend.fontsize': 12,\n",
    "    'xtick.labelsize': 14,\n",
    "    'ytick.labelsize': 14\n",
    "}\n",
    "matplotlib.rcParams.update(params)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Wavelet"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We start by generating the known source wavelet."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Generate wavelet \n",
    "!waveletFloatMain.py timeDelay=0.7 f1=2 f2=5 f3=8 f4=20 type=ali par=parFWI.p wavelet=results/waveletFWI.H"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Reading the wavelet\n",
    "wavelet = genericIO.defaultIO.getVector(\"results/waveletFWI.H\")\n",
    "waveletNd = wavelet.getNdArray()\n",
    "waveletHyper = wavelet.getHyper()\n",
    "nt = waveletHyper.getAxis(1).n\n",
    "ot = waveletHyper.getAxis(1).o\n",
    "dt = waveletHyper.getAxis(1).d"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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pDUMe9ZTqcq36mTxFl2tJkiRJktSSIY96SsmZPJIkSZIkbRdDHvWUYqm6u9aWkKeQyzHmTB5JkiRJkloy5FFPab67ljN5JEmSJElqxZBHPWXL4OWamTx5Z/JIkiRJktSOIY96SqNOnoIzeSRJkiRJasuQRz2luiwrv9VyrZydPJIkSZIktWHIo55iJ48kSZIkSdvHkEc9pRrm5OsGL9vJI0mSJElSa4Y86inVrdILuZrBy7kY31pdkiRJkiQ1ZsijnjI+kydvJ48kSZIkSRNhyKOeUg1zBmqWaw3kc87kkSRJkiSpDUMe9RRn8kiSJEmStH0MedRTik1m8lSXcUmSJEmSpMYMedRTxjt56mfylOzkkSRJkiSpFUMe9ZSxrGOnULNcq5B3uZYkSZIkSe0Y8qinlEqNZvI4eFmSJEmSpHYmFPJExLERcXpEzM2ez42IwtSUpn5U7dip7eQZyAVFZ/JIkiRJktRSRwFNRCwFvg0cByTgAOB+4DxgGHjfVBWo/lIqJ/K5IGLrmTwlZ/JIkiRJktRSp508/wisBhYBm2qOfxN4xWQXpf5VzEKeWs7kkSRJkiSpvU6XWr0ceHlKaV1thwXwa2DFpFelvlUql7daqgVZJ48hjyRJkiRJLXXayTMbGG1wfAmV5VrSpGjYyZPL2ckjSZIkSVIbnYY8PwHOrHmeIiIP/Dnww8kuSv2rWEoNO3mKJQcvS5IkSZLUSqfLtf4MuDoiXggMAZ8GDgUWAC+eotrUh4rlRCG/dfboTB5JkiRJktrrqJMnpXQXcDhwHXAFMIvK0OWjUkq/nrry1G8azeQpOJNHkiRJkqS2Ou3kIaX0BPDhKaxFajiTJ5/N5EkpUTf4W5IkSZIkZZqGPBHx0k5vklL6yeSUo35XKm87k6f6vJwgb8YjSZIkSVJDrTp5rgISUP21urpepv45QH5yy1K/atzJE9lrZfI5P2qSJEmSJDXSaibPEmC37OtrgXuAM4D9s8cZwC+B109xjeojxVKZQq5u8HI15Ck5l0eSJEmSpGaadvKklJ6qfh8R/wt4X0rpv2pOuT8i1gB/D3x/6kpUPym17OQx5JEkSZIkqZmOdtcCDgEeaXD8UeCgyStH/a5YTgzUDd4ZyLZUd4ctSZIkSZKa6zTkuRP4cETMrh7Ivv9Q9po0KVp38pS7UZIkSZIkSTuFTrdQfxfwPeDRiLg9O3Y4UAJeMxWFqT8VS6npTB47eSRJkiRJaq6jkCeldHNE7Av8AVuWZ/0L8LWU0sapKk79p2Unj4OXJUmSJElqqtNOHrIw56IprEVirFxmaGDrj2Uh7+BlSZIkSZLa6SjkiYjfafV6SunfJ6cc9bvGnTzVwcvO5JEkSZIkqZlOO3m+1eR4tbUiPwm1SA1n8gy4hbokSZIkSW11tLtWSilX+wAGgeOBnwIvncoC1V9K5TQ+aLnKmTySJEmSJLXX6RbqW0kpFVNKNwN/BVwwuSWpnxXLZfL5rUOe6kwed9eSJEmSJKm57Qp5ajwD7DcZhUjQrJOn8jF1uZYkSZIkSc11FPJExNF1j2Mi4rXA54Fbp7LAiHh3RDwQEcMRsTIiTmpz/snZecMRcX9EnF33+kciItU9npjKn0GdKzYYvFwNfezkkSRJkiSpuU4HL99CZchy1B2/AXj7pFZUIyJOB84H3g1ck329PCIOSSk91OD8fYD/BL4M/HfgJcAFEbE2pfRvNafeA5xS87w0NT+BJqoyeLnZTB5315IkSZIkqZlOQ5596p6XgbUppeFJrqfeB4CLU0pfyJ6fExGvAt4F/GWD888GHkspnZM9vzsijgf+B1Ab8hRTSnbv9KBKJ8/WDWYFd9eSJEmSJKmtTmfy7AU8mlJalT0eTikNR0QhIqZkd62IGASOAa6oe+kK4EVNLjuxwfk/AI6NiIGaY/tGxGPZMrDLImLfSSlaO6xULjOwzeDlXPaaIY8kSZIkSc10GvL8GFjY4PiC7LWpsBjIA6vrjq8GljW5ZlmT8wvZ/QBuBM4EXgW8M7vmuohY1OiGEXFWRNwSEbesXbt2oj+DJqjVTB47eSRJkiRJaq7TkCeozOSptwjYOHnlTL2U0uUppW+klG5PKV0JvJbKn8Pbmpx/UUrp2JTSsUuWLJnWWvtR4921qoOXnckjSZIkSVIzLWfyRMR3sm8TcGlEjNS8nAcOA66botqepDIQeWnd8aVAs3k6TzQ5v5jdbxsppQ0RcSdwwPaXqsniTB5JkiRJkrZPu06ep7JHAOtqnj8FPAJcSGUXq0mXUhoFVgKn1b10Gs2DpeubnH9LSmms0QURMQs4CHh8+6vVZCmWyi121zLkkSRJkiSpmZadPCmlPwSIiAeBT6WUpntp1nnAVyPiJuBaKrtn7U4lXCIivpLVeUZ2/oXAeyPiM8DngRdTmb/zluoNI+JTwHeBh4DdgL8B5gKXTP2Po1bK5UQ50WAmTyWLtJNHkiRJkqTmOtpCPaX00akupMn7fj0biPxBYDlwB/DqlNKq7JQVdec/EBGvBv6RyjbrjwHnppRqt09/PvCvVAYxrwVuAE6ouae6pJQqIc62u2s5k0eSJEmSpHaahjwRcTtwckppXUT8gsaDlwFIKR0xFcVl974AuKDJa6c0OHY1cHSL+7150orTpKpuke5MHkmSJEmSJq5VJ8+/AdVBy9+ahlrU56ohTvPdtQx5JEmSJElqpmnIU7tEq1vLtdRfSqVqJ0+TmTwOXpYkSZIkqal2u2tJ06aYzdwp1M3kyeft5JEkSZIkqZ1WM3lazuGpNZUzedQ/iuVmnTyV52MOXpYkSZIkqalWM3mcw6NpVQ15BpoMXi65XEuSJEmSpKY6mskjTYdmM3ny7q4lSZIkSVJbrTp5thER+wEHZ0/vTin9evJLUr9qNpMnIsjnwpk8kiRJkiS10FHIExGLgC8BrwfKWw7H94C3p5SemqL61EdKTWbyVI/ZySNJkiRJUnOd7q71RWB/4CRgVvZ4KbAP8IWpKU39phriFBqEPIVcUHLwsiRJkiRJTXW6XOuVwMtTStfXHLs2Iv4YuHLyy1I/Ko7P5Nk2e8zngjEHL0uSJEmS1FSnnTxrgY0Njm8CXKqlSTE+k6dpJ48hjyRJkiRJzXQa8nwM+ExE7FE9kH3/6ew1aYdVQ5z6wcuVYzln8kiSJEmS1EKny7X+BNgbeDAiHs2O7QEMA7tFxLnVE1NKR0xqheobxRaDl53JI0mSJElSa52GPN+a0iokajp5mszksZNHkiRJkqTmOgp5UkofnepCpPadPIY8kiRJkiQ102knz7iImEXdLJ+U0qZJq0h9q9Ri8LKdPJIkSZIktdbR4OWI2Csivh0Rz1HZZWt93UPaYWOlVp08OYolZ/JIkiRJktRMp508lwKzgHOA1YAtFZp01eVYA/lts8dC3uVakiRJkiS10mnIcxTwwpTS3VNZjPpbu5k8LteSJEmSJKm5jpZrAT8HlkxlIVK7mTx28kiSJEmS1FynnTxnAf8UEf8E3AGM1b6YUnposgtT/ym2ncljyCNJkiRJUjOdhjw5YCnw/7H1PJ7InucnuS71oWqnTiFvJ48kSZIkSRPVachzCbAG+HMcvKwpMtZqJk8+GC6WprskSZIkSZJ2Gp2GPAcBR6aU7p3KYtTfSqXqTJ5tR0XZySNJkiRJUmudDl6+CdhnKguRii2WazmTR5IkSZKk1jrt5Pm/wGci4tPAL9h28PLPJrsw9Z/xmTxNtlC3k0eSJEmSpOY6DXn+Nft6UYPXHLysSVFsMZMnnw+K2RbrkiRJkiRpW52GPM2WagXwm5NUi/rclk6ebVcR2skjSZIkSVJrHYU8KaVVtc8jYg/gD7PH3sAXJ70y9Z1iNni5QSMP+Vww5kweSZIkSZKa6nTwMhGRj4jfiYjvAw8CbwQ+D+w/RbWpzxTLiUIuiHAmjyRJkiRJE9W2kyciDgT+CDgD2Ah8DXgF8NaU0l1TW576SamcGu6sBVDI58Zn9kiSJEmSpG217OSJiJ8CNwDPA34vpbRvSumD01KZ+k6lk6fxR7LSyePgZUmSJEmSmmnXyXMi8H+Ai1JKd05DPepjpXJquLMWVGby2MkjSZIkSVJz7WbyvJBKEHRNRNwaEe+PiGXTUJf6ULFcptAk5HEmjyRJkiRJrbUMeVJKt6aU3gMsB84DXg88nF33moh43tSXqF7y7KYxfnDnE1x971qGx0qTeu/WnTxTM5Pnjkef5Xu3P8Z9a9aTkiGSJEmSJGnn1ekW6sPAV4GvRsT+VAYxvx/4eET8KKX0W1NYo3rAqqc28tkf3cd3bnuM0Wyr84OWzeeLbzuW5z9vzqS8x1gptezkqW6xPhnK5cTHv383X772gfFjR+65K2efvC+nHbKsadgkSZIkSVKv6ngL9aqU0n0ppb8A9gR+Dxid9KrUM54bHuND376Dl3/6ar53+2O8+bg9+ebZJ/LZtxzFo89s5l2X/oyxSQpfSuVEvsnuWvlcUE6VcGYyfOmaB/jytQ/wthP34nvnvIQPvfYQnt44ytmX/ozXfvYabnv4mUl5H0mSJEmSpktHnTyNpJRKwLezh2agR9Zt4m1fvokHn9rEW47bk3NPPYDddpk1/vpAPjj70p9x4VW/5pyXH7DD71csJwaa7K41kIU/pZTIsWNdNvev3cA/XHEPpx2ylI+8/lAigsP2WMAZJ+7F93/xOJ+8/Jf83oXX8/dvOoLfPmqPHXovSZIkSZKmy4Q7edQf1m0c5Ywv38Sa9SNc+o7j+fhvH75VwAPwqsOW8+rDl3HBVb/m8Wc37/B7lsrlljN5KufseCfPJy//JYP5HH/7xsOI2PJ+hXyONxy5B5e/7ySO3mtXPvCN2/jPXzy+w+8nSZIkSdJ0MOTRNjaPlnj7JTfzyLrNfOltL+TE/RY1Pfcvf+tgSuXEP/y/e3b4fYul5oOXq7N6dnT48vW/foor7lrNu07Zj93mz2p4zq5zBvnymS/k6BXP432X3crV967dofeUJEmSJGk69HzIExHvjogHImI4IlZGxEltzj85O284Iu6PiLN39J79pFgq896v/YzbHn6Gf3rzkRy3z8KW5++5cA5vf8k+/Putj/LzHZxjUyonCi1m8gCUStsf8owWy3zo23fw/OfN5u0v3qfluXMGC3zpzBdywG7zOfurK1m56untfl9JkiRJkqZDT4c8EXE6cD7wCeAo4Drg8ohY0eT8fYD/zM47Cvg74LMR8bvbe89+MlYq86ff/Dk//OUaPvaGw3jVYcs7uu49L9uPxfMG+ch379yh5VRj5TS+LKteNfwZK2//kOcvX/sAv1qzgY++/lBmD+bbnr9g9gCXvP04li2YxZn/fDN3Pfbcdr+3JEmSJElTradDHuADwMUppS+klO5OKZ0DPA68q8n5ZwOPpZTOyc7/AnAJ8D924J59Yc36Yd725Zv49m2P8WevOpC3nrBXx9fOnzXAX736YG596Bm+ev2D211DqVxuuoX6eCfPdoZIjz6zmfOv/BWvOGQpLz94acfXLZk/xKV/dDzzhgr8wRdv4Kp71mzX+0uSJEmSNNW2e3etqRYRg8AxwKfqXroCeFGTy07MXq/1A+BtETEAxHbcc9zTG0e55LoHGS2WGS2VGRkrMVIqM1osj8+TqX3MHsgzZzDPnMECcwbzzB7MM3ewwGAhRz4XDOSDQs1A4bFy5V6bRotsHCmxcaTIxtESm0eL1GYbu8wqsNsus1ixcA4vWDqfwcKOZXVX37uWP/3GbWwYKfIPbzqC/3bsnhO+xxuP2oP/uO0xPn3FvbzuN3Zn0byhCd+jWEpNQ57qrlvbO5Pnk5f/kkTiQ687ZMLX7rHrbP71nSdw9qUrOfOfb+aPT96XD5z2AoYK7buBWnlqwwj3rF7P/Ws3smGkyPBYiXwEA4Ucg/lc9jWYNVD53MwZ2vL5KZUTpXKiWE6UU2KsVGZ4rMTm0crnZ3isxKbRymN4rMRYtswtUfkaZJ+/7DM4kA8G8jkK+dz457KQDwbzua3OKeRzDOQqNeYiSKlyx3I5+5oSKUFK2ffZMTr5n63dpmmpUn/1/gnG3z+l7KcbP77lZ936Lba8SUT9azR5rf1ubvX3anhO+1O2GgS+I/fpJ5382UuYUvE1AAAcW0lEQVSSpN4x3f/fHd3419O0/4zTr5N/t076e073+0X1fYOI7P1j6+eR/U4E1Pxekv0uUvNrUKPfT6qfzS3vw1bfBFHJCUqV/KFTPRvyAIuBPLC67vhq4DebXLMMuLLB+YXsfjHRe0bEWcBZAIPL9ufD37lzq9cHCzmGCjkKucr/AOUExXI5+x9jx3eCamcgHxyw23wO2X0XDt19Fw7fYwGH7bGAWQPtA4inN47y8e/dxb/f+igH7DaPr73zBF6wdP521RERfOi1B/PKz/yU83/4Kz72hsMmfI9SOTE00Diw2pGZPLc+tI7v/vwxzj11f57/vDkTvh5g78Vz+Y/3vJiPfe8uPn/1/Vx512r+7neOaDuzqOqJZ4e58YGnuPWhZ7h39XruXb2eJzeMblctEzWUhUbjovKXzFipTDELiyRJkiRJO79eDnl6QkrpIuAigN846uj0ww/+ZuWX5uwX51YJ5lipzKbREptHS2waLY53VowWyxTLle6fSmdKopDLkc86J+YOFZg7mM++Fpg9mB8POVJKPLt5jDXrR7hvzQbufOw57nr8Oa66Zw3fWvkIAIP5HEc8fwHH7r2Qo1bsypL5Q+wyq0BEJYh6/NlhfnLvWr5x88NsHitxzqn7856X7d9RMNTK/rvN578d83y+fvPD/OkrDmTB7IEJXT9WTsyZgpk8X7rmAXadM8BZJ+834WtrzRrI84k3Hs4rD13GX/37L/i9z1/PqQftxmuPWM6KhXPYdc4ApTJsHC2ycaTI/Ws38vNHnmHlqnWsemoTAHMG8xywdD6nHrQbBy7bhQOXzmf/3eaxYPYAQ4Vc1pWTGM06xEazDp1NIyU2jhbZNFpkZKyy1XwhH+Si0mWTzwWzB/Pj3WOzsq+zB/LkmnRHVZWzjqCxUuUzOZZ9Nqsh0FipPP5asVxmLHutVE7kolJDRCWBzkUlj87lYjzZrk25m6mm301fZ8s9Kl+3JOjUPY+6dL32Hlver/7+qeFrbcra5tqm50xSjjZZ95kpOvmzlyRJvWO6/y3TjX8ptPt37aS/37S+W/aeXfkn2DT/uY535GRdODUrCGq7dFJi6987YusOndrfgxr9fjL+PjXdQNX3T1lOMFiorKo47H93VnsvhzxPAiWgfoDKUuCJJtc80eT8Yna/2I57jhvI51g8gWVIA/kcC2bnJhx2tBYsmjfEonlDHLx8F173G7sDlQ/FmvUj3PZwJVS4+cGn+eJP72+6vGkgH7zikGW87zcP2O7unUZ+//gVXHbzw3z/9sf5/eMnNsu6WCoz0HQL9Wy51gQ7eZ7dNMYVd63m949bwbyhyfm4n/yCJVzx/pfypWse4CvXr+JHv2w+p2fxvCGOWrErbz1hL07YdxEHL9+l6TbxADmCQh5ms2OB20TkcsFgLnZ42Z8kSZIkqbt6NuRJKY1GxErgNOCbNS+dBvxbk8uuB95Yd+w04JaU0hjAdtxzpxARLN1lFq88dBmvPHQZAJtHS9yzej3rNo2yfrhISpXOi8Xzhjj8+QsmLfSodfgeC3jB0nl8a+XD2xHyNN9CfbyTZwJrEQG+e/tjjBbLvOmY50/ounbmDhU49+UH8N6X7c89q9ezZv0Iz2wapZDLMWcoz5yBPHsunMPyBbO6sl5VkiRJktR/ejbkyZwHfDUibgKupbJ71u7AhQAR8RWAlNIZ2fkXAu+NiM8AnwdeDJwJvKXTe84kswfzHLnnrtP6nhHB639jdz51xb08vXGUhXMHO752rFymkG/cTTKQhTwTHbx81T1r2GvRHA7dfZcJXdepXC44ePkuHNzZbvOSJEmSJE2Znl6fkVL6OvAnwAeB24CXAK9OKa3KTlmRParnPwC8Gnhpdv5fA+emlP5tAvfUDnrx/osBuPa+Jyd03VipvPWA4BoD2fGJdPKUyokbH3iaF+23yG4aSZIkSdKM1+udPKSULgAuaPLaKQ2OXQ0cvb331I47fI8FzJ9V4Nr7nhyfGdSJVluoV2fyTCTkueux51g/XOSEfRd1fI0kSZIkSTurnu7k0c6pkM9x4r6L+OmvJtrJk9ov15rA4OXr76+8vyGPJEmSJKkfGPJoSrxov0U8+sxmHlm3qeNriuXyeJhTrxr+FCewhfoN9z/NvovnsnSXWR1fI0mSJEnSzsqQR1PihfssBODmB5/u+JqxYnl89k69avgzWuysk6dYKnPzA09zwn528UiSJEmS+oMhj6bEQct2Yf5QgZseWNfxNWPl5luoD0ywk+fOx55j/YjzeCRJkiRJ/cOQR1MinwuO2ft5E+rkKZbKDOQafySrA5k7nclzw/1PAXDCvgs7fn9JkiRJknZmhjyaMsfts5D71mxgzXPDbc8tlxPlRNtOnk5317rmvifZb8lcdpvvPB5JkiRJUn8w5NGUOfWg3QC48u41bc8dy5ZhNZ/JU12u1b6T57nhMW64/ylefvDSTkuVJEmSJGmnZ8ijKXPg0vnsuXA2/3XXE23PHcuWYTXfXSuy89p38lx9z1rGSonTDjHkkSRJkiT1D0MeTZmI4LSDl3Htr59i7fqRlucWs/Cm0GQmT3VWz1gHM3m+fdtjLJo7yNErnjfBiiVJkiRJ2nkZ8mhK/f7xexLA+y67lXueWN/0vE47eYotOnnWbRzlgqvu48q7V3PGiXuTzzW+lyRJkiRJM5Ehj6bU/rvN52NvOJTrfv0Urzr/J1x979qG51W3Ri80mckzHvI0mckzPFbidZ+7hr//f/fw4v0X8Z6X7TcJ1UuSJEmStPMw5NGUO/2FK7j2L05lj11n8+kr7iGlbYOasWK1k6f1cq3RYuNOnstueohH1m3mn95yFJf84XFNwyJJkiRJkmYqfxPWtNhj19mcc+r+3P7Is9z84LptXt+yu1bjJVa5XJDPxXjHT70vXvMAx+2zkNcdsdyAR5IkSZLUl/xtWNPm5BdUtlS/Z/W2s3mK2UyeZoOXK6/F+Hm1No4UeWTdZk5+wRIinMMjSZIkSepPhjyaNrvNH2KokOPhpzdt81p1a/RCk04eqCzlarS71sPrKvfba9GcSapUkiRJkqSdjyGPpk0uF+y5cA4PPdU85BlssdRqIB/j59Wq3m/FQkMeSZIkSVL/MuTRtFqxcA6rGnTyVHfNatXJU8jnGs7keehpQx5JkiRJkgx5NK1WLJzDw09v2maHrfHlWi1m8gzkouFyrYee3sT8WQUWzB6Y3GIlSZIkSdqJGPJoWu25cA4bRoqs2zS21fHqQOVmu2tB1snTaLnW05tYsXCOQ5clSZIkSX3NkEfTqrqkatVTG7c6Xu3kGWg7k6dBJ89Tm1yqJUmSJEnqe4Y8mlbVMObhdZu3Ol4Nb9rvrrV1J09KiUfWbWZPQx5JkiRJUp8z5NG0Wjh3EIBnNo1udbw6ULlVJ08hH+MDmqs2jpYYLZVZlN1XkiRJkqR+ZcijaVUdjvxsk5k8hVyLmTy5bTt5nt08ttV9JUmSJEnqV4Y8mlaDhRyzB/Lj4UxVJzN5BvO58TCoqhoWGfJIkiRJkvqdIY+m3a5zBnhmm5CnurtW6+Va9Z08z2yuLPtaMMeQR5IkSZLU3wx5NO0WzB7YppOnOpOn1eDlQj7HWN1MnudcriVJkiRJEmDIoy7YpUHIM97Jk2uxhXouKDaZybPrHAcvS5IkSZL6myGPpt2uswcaDF7upJMntpnJ84wzeSRJkiRJAgx51AWNlmt1Mnh5IN94d618Lpg7mJ/8QiVJkiRJ2okY8mjaNQ55qoOXm3fyDORzjJW3DXl2nT1ARPPrJEmSJEnqB4Y8mna7zhlg81iJkWJp/FixXCafi5ZhTSHXYLnW5jGXakmSJEmShCGPuqAaytR28xRLiUKudTdOIZ8b7/ipem7zmNunS5IkSZKEIY+6YJcs5HmuJuQZLZUZbDGPB2AwHw1n8tjJI0mSJEmSIY+6oLrd+TOb6jp5WszjgUonT/0W6s9sMuSRJEmSJAkMedQFDZdrlcsU2nTyFPLBWHnr5VrVwcuSJEmSJPU7Qx5Nu2rIU9vJM1ZKDLSZyTOQ27qTp1xOPDdsJ48kSZIkSWDIoy6ohjLPDdeGPGUGCq0/jgP5HOUEpaybZ/1IkZS2zPiRJEmSJKmfGfJo2s0dygOwcaQ4fqyz3bUqr1eHL1evnzdUmIoyJUmSJEnaqRjyaNoNFfIM5nNsGCmNHxsrlRloM5NnIAt5ilknz4ZqyDPLkEeSJEmSJEMedcXcoTwbRmoHL3ewu1au8nGtzuWphjxz7eSRJEmSJMmQR90xb1aBjRPt5Mlm9oy6XEuSJEmSpG30bMgTEUMR8dmIeDIiNkbEdyLi+R1c9+6IeCAihiNiZUScVPf6VRGR6h6XTd1PokbmDhZYP7xlJs9YqcxArk3Ik83sKZay5VrDhjySJEmSJFX1bMgDfAb4XeAtwEnALsD3IiLf7IKIOB04H/gEcBRwHXB5RKyoO/WfgeU1jz+e9OrV0ryhwraDl9st18rnxs+Fmpk8hjySJEmSJPVmyBMRC4B3AP8zpfRfKaWfAW8FjgB+s8WlHwAuTil9IaV0d0rpHOBx4F11521KKT1R83h2Kn4ONTdvVoGNozWdPOU0HuI0Ux28PFbeeiaPIY8kSZIkST0a8gDHAAPAFdUDKaWHgbuBFzW6ICIGs+uuqHvpigbXvDlbBnZnRHwqIuZPWuXqyNyhwvhyK6gMUx5ot4V6butOno0OXpYkSZIkaVyv/na8DCgBT9YdX5291shiIJ+dU39NbffP14BVwGPAocDfUekQekWjm0bEWcBZACtW1K/60vaaP1QY78SBiW2hPpYNXl4/UmQwn2Ow0KtZpSRJkiRJ02daQ56I+Djw121Oe9lU1pBSuqjm6S8i4n7gxog4OlsW1uj8iwCOPfbYNJW19ZO5dTN5xkppfPesZqqvjxS37K41b1av5pSSJEmSJE2v6f4N+TPApW3OeQg4gUpXzmJgbc1rS4GfNrnuSSrdP0vrji8Fnmjxfrdk1x0AbBPyaGrMGyqwcbREuZzI5YLNoyVmD7QOeWYPVGZuj4xVtl7fOFJi7lDTOdySJEmSJPWVaQ15UkpPsu0SrG1ExEpgDDiNyvIqsu3TD6ayY1aje49m150GfLPmpdOAf2vxdodTCZQe7+BH0CSpDkveOFpk/qwBNo0WmTPY+uM4Z7AS6GwarYQ864eLzG1zjSRJkiRJ/aInf0NOKT0bEV8C/j4i1gBPAecBtwNXVs+LiF8Cn0spfS47dB7w1Yi4CbgWOBvYHbgwO38/4A+A/6QSNh0CfBq4NTtf06Q6LHnDSCXkGR4rM2ugdVdOtZNn83gnT5H5LteSJEmSJAno0ZAn8ydAEfg6MBv4IXBGSqlUc86BVJZ0AZBS+npELAI+CCwH7gBenVJalZ0yCrwceB8wD3gY+D7w0br7aopVZ+lsHClSLJUZLZXHO3WamZ29vjnr5NkwUmTRvMGpLVSSJEmSpJ1Ez4Y8KaUR4Jzs0eycbfbcTildAFzQ5PyHgZMnq0Ztv3nZLJ0NIyU2ZZ057UKe6nKuTaOVgc0bR4rstWjOFFYpSZIkSdLOw72n1RXzhgYA2DBcZDjrzOl8uVZld60NI8Xx2T6SJEmSJPU7Qx51xdzxTp7i+CDldp08s7LdtzZnnTwbRorjs30kSZIkSep3hjzqivlZJ8/GkeL4IOXZbTp5IoLZA3k2j5UolRObRkt28kiSJEmSlDHkUVc06uSZ3aaTByrdPptGS2zMunkMeSRJkiRJqjDkUVdUd9faMFJkuMNOHqjM7dk8VmLDcCXkcbmWJEmSJEkVhjzqiqFCnqFCjmc3j9XM5Gkf2MwZzLN5tMSzm8cAWDB7YErrlCRJkiRpZ2HIo65ZMHuAZzeNbZnJM9j+4zh7sNLJY8gjSZIkSdLWDHnUNQtmD/Ds5rHx3bJmd9DJM3ugMpPHkEeSJEmSpK0Z8qhrtoQ8nc/kmT2YZ9hOHkmSJEmStmHIo66phjybxqozeTrfXes5Qx5JkiRJkrZiyKOuqYY8w6MlImCo0P7jOGtgy+DlCJg/y921JEmSJEkCQx510YI5AzyX7a41eyBPRLS9Zk7N4OVdZg2Qy7W/RpIkSZKkfmDIo65ZMHuA9SNFNo4WO5rHA5W5PdVOHpdqSZIkSZK0hSGPuqYa0qx+boTZHczjgcoOXJvHSjyzyZBHkiRJkqRahjzqmmpI8/izwx0NXYYtw5lXPzdsyCNJkiRJUg1DHnXNlk6e4Qkt16peY8gjSZIkSdIWhjzqmmpI8/TG0Qks16qct27TGLsY8kiSJEmSNM6QR11T24kz0U6e+uslSZIkSep3hjzqmtqQZs5goaNramf3GPJIkiRJkrSFIY+6pna51Sw7eSRJkiRJ2iGGPOqaWQN5lswfAuCFez+vo2v2XTKP+bMqXT97Lpw9ZbVJkiRJkrSziZRSt2vYaRx77LHplltu6XYZM8q6jaMMFnLMHepsuRZAuZx44rlhli+YRURMYXWSJEmSJHVfRKxMKR3b7rzOf7OWpsDz5g5O+JpcLth9V7t4JEmSJEmq5XItSZIkSZKkGcCQR5IkSZIkaQYw5JEkSZIkSZoBDHkkSZIkSZJmAEMeSZIkSZKkGcCQR5IkSZIkaQYw5JEkSZIkSZoBDHkkSZIkSZJmAEMeSZIkSZKkGcCQR5IkSZIkaQaIlFK3a9hpRMR64J5u16GesRh4sttFqKf4mVA9PxOq5edB9fxMqJ6fCdXy86Bae6WUlrQ7qTAdlcwg96SUju12EeoNEXGLnwfV8jOhen4mVMvPg+r5mVA9PxOq5edB28PlWpIkSZIkSTOAIY8kSZIkSdIMYMgzMRd1uwD1FD8PqudnQvX8TKiWnwfV8zOhen4mVMvPgybMwcuSJEmSJEkzgJ08kiRJkiRJM4AhjyRJkiRJ0gxgyNOBiHh3RDwQEcMRsTIiTup2TeqeiHhpRHwnIh6NiBQRZ3a7JnVPRPxlRNwcEc9FxNqI+G5EHNbtutQdEfGeiLg9+zw8FxHXR8Rrul2Xekf2d0aKiM91uxZ1R0R8JPsM1D6e6HZd6p6IWB4Rl2T/jhiOiLsi4uRu16XuiIgHG/wdkSLi+92uTTsHQ542IuJ04HzgE8BRwHXA5RGxoquFqZvmAXcA7wM2d7kWdd8pwAXAi4BTgSJwZUQs7GZR6ppHgD8HjgaOBX4E/EdEHNHVqtQTIuIE4Czg9m7Xoq67B1he8zi8u+WoWyJiV+BaIIDXAAcD5wBrulmXuuqFbP33w9FAAr7RzaK083DwchsRcSNwe0rpnTXHfgV8K6X0l92rTL0gIjYA700pXdztWtQbImIe8Czw2yml73a7HnVfRDwN/GVK6fPdrkXdExELgJ8BfwR8GLgjpfTe7lalboiIjwBvSinZ9Ski4hPAySmlF3e7FvWmiPhr4H8Cy1NK/gdmtWUnTwsRMQgcA1xR99IVVP6rvSTVm0/l79Z13S5E3RUR+Yh4M5Xuv+u6XY+67iIq/4Hox90uRD1h34h4LBsHcFlE7NvtgtQ1vw3cGBFfj4g1EXFbRLw3IqLbhan7ss/BO4BLDXjUKUOe1hYDeWB13fHVwLLpL0fSTuB84Dbg+m4Xou6IiMOzLr8R4ELgjSmlX3S5LHVRRLwT2B/4YLdrUU+4ETgTeBXwTir/prwuIhZ1syh1zb7Au4H7gVdS+XfEJ4H3dLMo9YzTgH2AL3S7EO08Ct0uQJJmiog4D3gJ8JKUUqnb9ahr7gGOBBYAbwIuiYhTUkp3dLcsdUNEHEhlrt9LUkpj3a5H3ZdSurz2eUTcQOUX/LcB53WlKHVTDrilZgzErRFxAJWQxwHteidwc0rp590uRDsPO3laexIoAUvrji8F3AVB0riI+EfgLcCpKaX7u12PuielNJpSui+ltDL7R/ttwPu7XZe65kQqncF3RkQxIorAycC7s+dD3S1P3ZZS2gDcCRzQ7VrUFY8Dd9Uduxtwk5c+FxG7AW/ALh5NkCFPCymlUWAllTa5WqfhfAVJmYg4ny0Bzy+7XY96Tg7wF/n+9R9Udk46suZxC3BZ9v1o90pTL4iIWcBBVH7ZV/+5Fjiw7tgLgFVdqEW95UwqS7//tct1aCfjcq32zgO+GhE3UflL+GxgdypzFtSHst2T9s+e5oAVEXEk8HRK6aHuVaZuiIj/A7yVyuDEdRFRnde1Ifuvs+ojEfFJ4PvAw1SGcP8+cAqVbXHVh1JKzwDP1B6LiI1U/j/DJXx9KCI+BXwXeAjYDfgbYC5wSTfrUtf8I5WZTH8NfB04CjgX+KuuVqWuygYu/xFwmf+e1ES5hXoHIuLdwJ8By4E7gPenlH7S3arULRFxCtBod5RLUkpnTm816raIaPaX6EdTSh+ZzlrUfRFxMfAyKoNUnwVuB/4hpfSDbtal3hIRV+EW6n0rIi4DXkplGd9a4Abgb1JK9Ut21Cci4jVUZncdSCX8+xzw2eQvan0rIl4G/Ag4PqV0U7fr0c7FkEeSJEmSJGkGcCaPJEmSJEnSDGDII0mSJEmSNAMY8kiSJEmSJM0AhjySJEmSJEkzgCGPJEmSJEnSDGDII0mSJEmSNAMY8kiSJDURESki3tSF9z0ze+8UERd2eM0pNdd8b6prlCRJvafQ7QIkSZKmW0SkNqdcklI6E1gOrJv6ihraBOyXfe3EdVTqPR+YO1VFSZKk3mXII0mS+tHymu9fC3yh7thmgJTSE9NZVJ00kfdPKf3/7d3Pi1VlHMfx90ck/FW0EBTcqGAEDmYI4yq3LTJXLgIXphv/Aa2FuDBQkEhEB1w2CyXQNmoos5BQRETIUDcZSRRIRhANjBppfF3cc+HqwrlX78h4fL/gcM7zcO7zPOcuP5zvef4D7iZ5gCGPJEmvJcu1JEnSa6eq7nYP4J+n+6pqEp4s10qyvGl/kuRCkgdJfkyyJslIkstJ7iW5lGRF73xJPk7yQ5J/k/yaZF+SNwZdd5INSa4kmUoymeRqkpEh/CWSJKkFDHkkSZIGsxc4ALxPJyD6BjgC7AZGgXnA4e7NST4EjgNjwGpgO7AZ2D/IpEnmAqeAS8B7wHrgEPD/Cz2NJElqDcu1JEmSBnOwqs4CJPkKOAPsqarvm74xOoFO127gy6r6umnfTvI5cCzJrqqa7vtAXW8BbwNnqup20/fTCz6LJElqEUMeSZKkwdzouf6zOd98qm9hkgVVdR9YB4w2wU7XHGA+sBT4o59Jq+rvJOPARJLzwHng26r6/fkeQ5IktY3lWpIkSYN52HNdz+ib03PeC6ztOdYAq4C/Bpm4qrbRKdO6CGwCbjXlYJIkSb7JI0mSNMOuAe9W1S/DGKyqrgPXgQNJzgFbgYlhjC1Jkl5thjySJEkz6wvguyS/ASeAR8AIMFpVn/U7SLNj1w7gNHAHWEnnjaCjQ1+xJEl6JRnySJIkzaCqmkjyEbAH2Ekn5PkZGB9wqPvAO8BJYDGdb/8cp7PTlyRJEul/QwdJkiS9DEk+BcaqatFz/HYcWFxVG4e9LkmSNLv54WVJkqTZaWGSqSSH+rk5yQdJpoAtM7wuSZI0S/kmjyRJ0iyT5E1gSdOcrKppd+FKMh9Y1jTvVVVfW7NLkqT2MOSRJEmSJElqAcu1JEmSJEmSWsCQR5IkSZIkqQUMeSRJkiRJklrAkEeSJEmSJKkFDHkkSZIkSZJawJBHkiRJkiSpBR4D/lIm/gWd1DIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1368x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax=plt.subplots(figsize=(19,5))\n",
    "time_range = np.linspace(ot,ot+(nt-1)*dt,nt)\n",
    "plt.plot(np.linspace(ot,ot+(nt-1)*dt,nt), waveletNd)\n",
    "plt.title('Wavelet'), plt.xlabel(\"Time [s]\"), plt.ylabel(\"Amplitude\")\n",
    "ax.autoscale(enable=True, axis='x', tight=True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Generate data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Reading Marmousi model as a vector\n",
    "MarmVel = genericIO.defaultIO.getVector(\"velocityMarmousi.H\")\n",
    "MarmVelNd = MarmVel.getNdArray()\n",
    "MarmHyper = MarmVel.getHyper()\n",
    "# Getting axes' information\n",
    "oz = MarmHyper.getAxis(1).o\n",
    "dz = MarmHyper.getAxis(1).d\n",
    "nz = MarmHyper.getAxis(1).n\n",
    "ox = MarmHyper.getAxis(2).o\n",
    "dx = MarmHyper.getAxis(2).d\n",
    "nx = MarmHyper.getAxis(2).n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1368x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(19,8))\n",
    "plt.imshow(MarmVelNd.T,cmap='jet', vmin=MarmVel.min(), vmax=MarmVel.max(), \n",
    "           extent=(ox, (ox+(nx-1)*dx), (oz+(nz-1)*dz), oz),aspect=\"equal\")\n",
    "plt.title(\"Marmousi2 model\"), plt.xlabel(\"x [km]\"), plt.ylabel(\"z [km]\")\n",
    "plt.colorbar(orientation=\"horizontal\", label=\"vel [km/s]\", aspect=50)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " \r\n",
      "------------------------ Model padding program --------------------\r\n",
      "Original nz = 350 [samples]\r\n",
      "Original nx = 1700 [samples]\r\n",
      " \r\n",
      "zPadMinus = 100 [samples]\r\n",
      "zPadPlus = 110 [samples]\r\n",
      "xPadMinus = 100 [samples]\r\n",
      "xPadPlus = 104 [samples]\r\n",
      " \r\n",
      "blockSize = 16 [samples]\r\n",
      "FAT = 5 [samples]\r\n",
      " \r\n",
      "New nz = 570 [samples including padding and FAT]\r\n",
      "New nx = 1914 [samples including padding and FAT]\r\n",
      "-------------------------------------------------------------------\r\n",
      " \r\n"
     ]
    }
   ],
   "source": [
    "# Pad Marmousi velocity model\n",
    "!padFileGpuMain zPad=100 xPad=100 model=velocityMarmousi.H data=velocityMarmousi.pad.H"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-------------------------------------------------------------------\n",
      "------------------ Running Python nonlinear forward ---------------\n",
      "-------------------- Single precision Python code -----------------\n",
      "-------------------------------------------------------------------\n",
      "\n",
      "-------------------------------------------------------------------\n",
      "--------------------------- All done ------------------------------\n",
      "-------------------------------------------------------------------\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# Running non-linear operator to generate acoustic data\n",
    "!nonlinearPythonFloatMain.py info=0 par=parFWI.p model=results/waveletFWI.H vel=velocityMarmousi.pad.H data=results/dataFWI.H"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's plot three representative shot gathers that have been generated."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1368x576 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting the data\n",
    "dataMarmNd = genericIO.defaultIO.getVector(\"results/dataFWI.H\").getNdArray()\n",
    "clipVal = np.percentile(np.absolute(dataMarmNd[10,:,:]),99.0)\n",
    "\n",
    "plt.figure(figsize=(19,8))\n",
    "\n",
    "plt.subplot(131), plt.title(\"Shot gather #%s\"%(0))\n",
    "plt.imshow(dataMarmNd[0,:,:].T,aspect='auto',extent=(ox, ox+(nx-1)*dx, ot+(nt-1)*dt, ot),\n",
    "           interpolation=\"spline16\",vmin=-clipVal,vmax=clipVal)\n",
    "plt.xlabel(\"Receiver position [km]\"), plt.ylabel(\"Time [s]\")\n",
    "\n",
    "plt.subplot(132), plt.title(\"Shot gather #%s\"%(42))\n",
    "plt.imshow(dataMarmNd[42,:,:].T,aspect='auto',extent=(ox, ox+(nx-1)*dx, ot+(nt-1)*dt, ot),\n",
    "           interpolation=\"spline16\",vmin=-clipVal,vmax=clipVal)\n",
    "plt.xlabel(\"Receiver position [km]\"), plt.ylabel(\"Time [s]\")\n",
    "\n",
    "plt.subplot(133), plt.title(\"Shot gather #%s\"%(84))\n",
    "plt.imshow(dataMarmNd[-1,:,:].T,aspect='auto',extent=(ox, ox+(nx-1)*dx, ot+(nt-1)*dt, ot),\n",
    "           interpolation=\"spline16\",vmin=-clipVal,vmax=clipVal)\n",
    "plt.xlabel(\"Receiver position [km]\"), plt.ylabel(\"Time [s]\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Creating starting velocity guess"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We are going to smooth the true model to obtain the initial velocity guess."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "MarmVelSmooth = MarmVel.clone()\n",
    "MarmVelSmoothNd = MarmVelSmooth.getNdArray()\n",
    "MarmVelSmoothNd[:] = gaussian_filter(MarmVelNd, sigma=10)\n",
    "MarmVelSmooth.writeVec(\"results/velocityMarmousiSmooth.H\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1368x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(19,8))\n",
    "plt.imshow(MarmVelSmoothNd.T,cmap='jet', vmin=MarmVel.min(), vmax=MarmVel.max(), \n",
    "           extent=(ox, (ox+(nx-1)*dx), (oz+(nz-1)*dz), oz),aspect=\"equal\")\n",
    "plt.title(\"Initial velocity model\"), plt.xlabel(\"x [km]\"), plt.ylabel(\"z [km]\")\n",
    "plt.colorbar(orientation=\"horizontal\", label=\"vel [km/s]\", aspect=50)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " \r\n",
      "------------------------ Model padding program --------------------\r\n",
      "Original nz = 350 [samples]\r\n",
      "Original nx = 1700 [samples]\r\n",
      " \r\n",
      "zPadMinus = 100 [samples]\r\n",
      "zPadPlus = 110 [samples]\r\n",
      "xPadMinus = 100 [samples]\r\n",
      "xPadPlus = 104 [samples]\r\n",
      " \r\n",
      "blockSize = 16 [samples]\r\n",
      "FAT = 5 [samples]\r\n",
      " \r\n",
      "New nz = 570 [samples including padding and FAT]\r\n",
      "New nx = 1914 [samples including padding and FAT]\r\n",
      "-------------------------------------------------------------------\r\n",
      " \r\n"
     ]
    }
   ],
   "source": [
    "# Pad Marmousi velocity model\n",
    "!padFileGpuMain zPad=100 xPad=100 model=results/velocityMarmousiSmooth.H data=results/velocityMarmousiSmooth.pad.H"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## FWI process"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can now employ the FWI script to invert the true seismograms starting the inversion process from the smoothed velocity model. Since we do not employ any multiscale approach here, we do not expect to retrieve the true velocity model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-------------------------------------------------------------------\n",
      "------------------------ Conventional FWI -------------------------\n",
      "-------------------------------------------------------------------\n",
      "\n",
      "##########################################################################################\n",
      "Limited-memory Broyden-Fletcher-Goldfarb-Shanno (L-BFGS) algorithm \n",
      "Maximum number of steps to be used for Hessian inverse estimation: 50 \n",
      "Restart folder: /net/friday/scr2/ettore/restart_2020-07-20T17-22-38.727410/\n",
      "##########################################################################################\n",
      "\n",
      "iter = 0000, obj = 4.21944e-08, resnorm = 2.90e-04, gradnorm = 1.65e-08, feval = 1, geval = 1\n",
      "iter = 0001, obj = 2.85346e-08, resnorm = 2.39e-04, gradnorm = 6.21e-09, feval = 2, geval = 2\n",
      "iter = 0002, obj = 2.54756e-08, resnorm = 2.26e-04, gradnorm = 5.33e-09, feval = 3, geval = 3\n",
      "iter = 0003, obj = 2.27600e-08, resnorm = 2.13e-04, gradnorm = 5.62e-09, feval = 4, geval = 4\n",
      "iter = 0004, obj = 1.94570e-08, resnorm = 1.97e-04, gradnorm = 5.12e-09, feval = 5, geval = 5\n",
      "iter = 0005, obj = 1.76754e-08, resnorm = 1.88e-04, gradnorm = 3.37e-09, feval = 6, geval = 6\n",
      "iter = 0006, obj = 1.63223e-08, resnorm = 1.81e-04, gradnorm = 2.51e-09, feval = 7, geval = 7\n",
      "iter = 0007, obj = 1.54746e-08, resnorm = 1.76e-04, gradnorm = 2.58e-09, feval = 8, geval = 8\n",
      "iter = 0008, obj = 1.44661e-08, resnorm = 1.70e-04, gradnorm = 2.49e-09, feval = 9, geval = 9\n",
      "iter = 0009, obj = 1.36484e-08, resnorm = 1.65e-04, gradnorm = 2.43e-09, feval = 10, geval = 10\n",
      "iter = 0010, obj = 1.27985e-08, resnorm = 1.60e-04, gradnorm = 2.22e-09, feval = 11, geval = 11\n",
      "iter = 0011, obj = 1.21774e-08, resnorm = 1.56e-04, gradnorm = 2.15e-09, feval = 12, geval = 12\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iter = 0080, obj = 4.44553e-09, resnorm = 9.43e-05, gradnorm = 4.02e-10, feval = 81, geval = 81\n",
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      "iter = 0149, obj = 2.91774e-09, resnorm = 7.64e-05, gradnorm = 3.15e-10, feval = 150, geval = 150\n",
      "iter = 0150, obj = 2.90218e-09, resnorm = 7.62e-05, gradnorm = 3.22e-10, feval = 151, geval = 151\n",
      "iter = 0151, obj = 2.88787e-09, resnorm = 7.60e-05, gradnorm = 3.19e-10, feval = 152, geval = 152\n",
      "iter = 0152, obj = 2.87419e-09, resnorm = 7.58e-05, gradnorm = 3.16e-10, feval = 153, geval = 153\n",
      "iter = 0153, obj = 2.85942e-09, resnorm = 7.56e-05, gradnorm = 3.11e-10, feval = 154, geval = 154\n",
      "iter = 0154, obj = 2.84434e-09, resnorm = 7.54e-05, gradnorm = 3.03e-10, feval = 155, geval = 155\n"
     ]
    }
   ],
   "source": [
    "!fwiMain.py par=parFWI.p sources=results/waveletFWI.H vel=results/velocityMarmousiSmooth.pad.H data=results/dataFWI.H nIter=2000 folder=results prefix=FWI minBound=1.3 maxBound=5.0 solver=lbfgs m_steps=50\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's have a look at the final inverted model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1368x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Reading and plotting inverted model as a vector\n",
    "MarmVelFWI = genericIO.defaultIO.getVector(\"results/FWI_inv_mod.H\")\n",
    "# Removing absorbing boundaries\n",
    "MarmVelFWINd = MarmVelFWI.getNdArray()[100:1800,100:450]\n",
    "plt.figure(figsize=(19,8))\n",
    "plt.imshow(MarmVelFWINd.T,cmap='jet', vmin=MarmVel.min(), vmax=MarmVel.max(), \n",
    "           extent=(ox, (ox+(nx-1)*dx), (oz+(nz-1)*dz), oz),aspect=\"equal\")\n",
    "plt.title(\"FWI inverted model\"), plt.xlabel(\"x [km]\"), plt.ylabel(\"z [km]\")\n",
    "plt.colorbar(orientation=\"horizontal\", label=\"vel [km/s]\", aspect=50)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Also, it is important to plot the cost function versus the number of iterations."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Reading and plotting the FWI objective function\n",
    "objFWI = genericIO.defaultIO.getVector(\"results/FWI_obj.H\")\n",
    "objFWINd = objFWI.getNdArray()\n",
    "\n",
    "plt.figure(figsize=(10,4))\n",
    "plt.subplot(121)\n",
    "plt.plot(objFWINd/objFWINd[0])\n",
    "# plt.title(\"LCG convergence\")\n",
    "plt.xlabel(\"Iteration number\",fontsize=14)\n",
    "plt.ylabel(\"Scaled $\\phi$\",fontsize=14)\n",
    "ax = plt.gca() \n",
    "plt.ylim([0,1])\n",
    "plt.grid()\n",
    "ax.autoscale(enable=True, axis='x', tight=True)\n",
    "plt.subplot(122)\n",
    "plt.plot(np.log10(objFWINd/objFWINd[0]))\n",
    "plt.xlabel(\"Iteration number\",fontsize=14)\n",
    "plt.ylabel(\"Log10 scaled $\\phi$\",fontsize=14)\n",
    "ax = plt.gca() \n",
    "plt.ylim([None,0])\n",
    "plt.grid()\n",
    "ax.autoscale(enable=True, axis='x', tight=True)\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, to quantitatively assess the efficacy of the FWI step, we compute the following scalar quantity:\n",
    "\\begin{eqnarray}\n",
    "   \\gamma_{FWI} = 100*(1-\\|\\mathbf{m}-\\mathbf{m}_{true}\\|_2^2/\\|\\mathbf{m}_{init}-\\mathbf{m}_{true}\\|_2^2),\n",
    "\\end{eqnarray}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "MarmVelPad = genericIO.defaultIO.getVector(\"velocityMarmousi.pad.H\")\n",
    "MarmVelNd = MarmVelPad.getNdArray()[100:1800,100:450]\n",
    "# Computing initial velocity error corrected over iterations\n",
    "# Reading and plotting inverted models \n",
    "MarmVelsFWI = genericIO.defaultIO.getVector(\"results/FWI_model.H\")\n",
    "# Removing absorbing boundaries\n",
    "MarmVelsFWINd = MarmVelsFWI.getNdArray()[:,100:1800,100:450]\n",
    "iterative_error = np.zeros(MarmVelsFWINd.shape[0])\n",
    "for ii, error in enumerate(iterative_error):\n",
    "    iterative_error[ii] = np.linalg.norm(MarmVelsFWINd[ii,:]-MarmVelNd)**2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(np.linspace(0,(len(iterative_error)-1)*10,len(iterative_error)),1-iterative_error/iterative_error[0])\n",
    "plt.xlabel(\"Iteration number\",fontsize=14)\n",
    "plt.ylabel(\"$\\gamma_{FWI}$\",fontsize=14)\n",
    "ax = plt.gca() \n",
    "plt.ylim([0,1])\n",
    "plt.grid()\n",
    "ax.autoscale(enable=True, axis='x', tight=True)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
